• Title/Summary/Keyword: statistical data analysis

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A study on average changes in college students' credits earned and grade point average according to face-to-face and non-face-to-face classes in the COVID-19 situation

  • Jeong-Man, Seo
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.3
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    • pp.167-175
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    • 2023
  • In the context of COVID-19, this study was conducted to study how college students' earned grades and average grade point averages changed according to face-to-face and non-face-to-face classes. For this study, grade data was extracted using an access database. For the study, 152 students during the 3rd semester were compared and analyzed the grade point average, average grade point average, midterm exam, final exam, assignment score, and attendance score of students who participated in non-face-to-face and face-to-face classes. As an analysis method, independent sample t-test statistical processing was performed. It was concluded that the face-to-face class students had better grades and average GPA. As a result, the face-to-face class students showed 4.39 points higher than the non-face-to-face class students, and the average grade value was 0.6642 points higher. As a result of the comparative analysis, it was statistically significant, and the face-to-face class averaged 21.22 and the non-face-to-face class had 16.83 points. In conclusion, it was confirmed that face-to-face students' grades were generally higher than those of non-face-to-face students, and that face-to-face students showed higher participation in class.

Comparative Analysis of Outpatients Visiting Korean Medicine Hospital and Department of Ophthalmology, Otolaryngology & Dermatology of Korean Medicine Pre- versus Post- COVID-19 (COVID-19 전후 단일 한방병원 및 한방 안이비인후피부과 외래 환자들에 대한 비교 분석)

  • Byunghyun Kim;Jundong Kim;GwangYeel Seo;Kyuseok Kim;HaeJeong Nam;YoonBum Kim
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.36 no.1
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    • pp.96-109
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    • 2023
  • Objectives : The objective of this study is to predict how future infectious diseases will affect healthcare utilization patterns within korean medicine hospitals and, specifically, departments of ophthalmology, otolaryngology and dermatology of Korean medicine. Methods : We retrospectively analyzed medical records of patients who visited Kyung Hee University Korean Medicine Hospital during Pre COVID-19(from March 1st, 2018 to Feb 29th, 2019) and Post COVID-19(from March 1st, 2019 to Feb 28th, 2022). The data was analyzed by visit type and diagnosed disease code. Results : 1. After the COVID-19 break-out, the number of first visit patients increased but those of revisit patients, total patients, and revisit/first visit ratio decreased in all departments. 2. In Kyung Hee University Korean Medicine Hospital, the decrease rate of the number of total patients diagnosed with diseases of respiratory system(J00-J99) was the highest, while that for diseases of circulatory system(I00-I99) was the lowest. 3. In the department of Ophthalmology and Otolaryngology of Korean Medicine, the decrease rate of the number of total patients with nose disease was the highest, followed by eye disease and ear disease. 4. In the department of Dermatology of Korean Medicine, the number of total patients with dermatitis remained consistent, while the number of total patients with skin appendage disease showed relatively high decrease rate. Conclusions : Severe or chronic diseases showed relatively low decrease rate of the number of total patients. While mild diseases or diseases with high probability of exposure to COVID-19 infection during treatment showed high decrease rate of the number of total patients.

Prediction of Salinity of Nakdong River Estuary Using Deep Learning Algorithm (LSTM) for Time Series Analysis (시계열 분석 딥러닝 알고리즘을 적용한 낙동강 하굿둑 염분 예측)

  • Woo, Joung Woon;Kim, Yeon Joong;Yoon, Jong Sung
    • Journal of Korean Society of Coastal and Ocean Engineers
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    • v.34 no.4
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    • pp.128-134
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    • 2022
  • Nakdong river estuary is being operated with the goal of expanding the period of seawater inflow from this year to 2022 every month and creating a brackish water area within 15 km of the upstream of the river bank. In this study, the deep learning algorithm Long Short-Term Memory (LSTM) was applied to predict the salinity of the Nakdong Bridge (about 5 km upstream of the river bank) for the purpose of rapid decision making for the target brackish water zone and prevention of salt water damage. Input data were constructed to reflect the temporal and spatial characteristics of the Nakdong River estuary, such as the amount of discharge from Changnyeong and Hamanbo, and an optimal model was constructed in consideration of the hydraulic characteristics of the Nakdong River Estuary by changing the degree according to the sequence length. For prediction accuracy, statistical analysis was performed using the coefficient of determination (R-squred) and RMSE (root mean square error). When the sequence length was 12, the R-squred 0.997 and RMSE 0.122 were the highest, and the prior prediction time showed a high degree of R-squred 0.93 or more until the 12-hour interval.

The Effect of Dual-income Parents' Work-Family Conflict on Depression: Mediation Effect of Social Support (맞벌이 부모의 일-가정 갈등이 우울에 미치는 영향: 사회적 지지의 매개효과)

  • Jung, Gijung;Seong, Mihyeon;Song, Ji-Hyeun;Ha, Ji Sun
    • Journal of Digital Convergence
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    • v.20 no.2
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    • pp.487-497
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    • 2022
  • The purpose of the present study was to determine the mediating effect of social support on the relationship between the work-family conflict and depression of dual-income parents. The subjects were 214 dual-income parents aged 20 years and the data collected online in April 2021 were analyzed using the SPSS/WIN 24.0 statistical program. This study conducted three stages of hierarchical regression analysis to confirm the mediating effect, which showed that work-family conflict had statistically significant effect on social support (β=-.188, p<.01), which was the mediating variable, and depression (β=.539, p<.001), which was the dependent variable. In the third stage, the study confirmed that social support had a partially mediating effect on the relationship between work-family conflict and depression, which was statistically significant in the Sobel test result as well (z=2.468, p=.013). In conclusion, the study confirms the need to establish strategies and arrange social support to solve the emotional problems of dual-income parents.

The Relationship between Exercise Emotion, Leisure Satisfaction and Psychological Well-being of Participants in Life Sports in the COVID 19 (코로나 19상황에서 생활체육 참여자들의 운동정서, 여가만족, 심리적 웰빙의 관계)

  • Jung, Joo-Hyug;Kim, Keum-Ja;Yoo, Jung-In
    • Journal of Korea Entertainment Industry Association
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    • v.15 no.6
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    • pp.81-92
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    • 2021
  • The purpose of this study is to provide basic information to help improve the quality of life by identifying the relationship between exercise emotion, leisure satisfaction, and psychological well-being for subjects who are participating in physical sports on a limited condition in a pandemic situation caused by COVID-19. To achieve the purpose of this study, Statistical analysis was performed accordingly, after data were collected through the significance sampling method using the sports emotion, leisure satisfaction, and psychological well-being scales from members who participate in physical sports at a sports facility located in Gyeonggi-do. As a result of the analysis, first, it was found that there were no significant differences in exercise emotion, leisure satisfaction, and psychological well-being by the gender of the participants. Second, there was a significant difference in exercise emotion, leisure satisfaction, and psychological well-being by the careers of them. Third, there was a significant positive correlation between exercise emotion, leisure satisfaction, and psychological well-being. Fourth, exercise emotion affected psychological well-being, having a positive effect on leisure satisfaction. Finally, exercise emotion had a positive effect on psychological happiness. In conclusion, the exercise emotion had a positive and close correlation between leisure satisfaction and psychological well-being of the participants in Life Sports.

Exploring the effect of Learning Motivation type on Immersion According to the Non-Face-To-Face Teaching Method in the Major Classes for Preschool Teachers at Christian Universities (기독교 대학의 예비유아교사 전공수업에서 비대면수업 방식에 따라 학습동기 유형이 몰입에 미치는 영향 탐색)

  • Lee, Eunchul
    • Journal of Christian Education in Korea
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    • v.69
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    • pp.139-162
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    • 2022
  • This study verified the effect of learning motivation on immersion by non-face-to-face class method. For this purpose, 101 college students majoring in early childhood education were selected as research subjects. The average age of the study subjects was 22.6 years old, and 51 students took non-real-time non-face-to-face classes, and 50 students took real-time non-face-to-face classes. The study measured the level of immersion and the type of learning motivation after the non-face-to-face class was finished. The measured data were analyzed using descriptive statistical analysis and multiple regression analysis. As a result, in the results for all students, the performance approach goal had the most influence on immersion, and the mastery goal orientation had the next effect. Performance avoidance orientation had no effect. For students in non-face-to-face classes, performance approach goal orientation had an effect on immersion, and for students in real-time non-face-to-face classes, mastery goal orientation had an effect. The implications that can be obtained from the results of this study are as follows. First, non-real-time non-face-to-face classes should cover basic knowledge and skills so that there are no mistakes and failures. Second, non-real-time non-face-to-face classes should allow tasks with appropriate difficulty to be performed with a deadline. Third, real-time non-face-to-face classes should lower the fear of mistakes and failures.

Effects of Motivation-Hygiene Factors on Acceptance and Resistance of Mobile Facial Recognition Payment Services: Focusing on Chinese Users (모바일 안면인식결제서비스의 동기-위생 요인이 수용 및 저항에 미치는 영향: 중국 사용자를 중심으로)

  • Jin, Xuanli;Park, JooSeok;Jin, JeongSuk
    • Knowledge Management Research
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    • v.23 no.2
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    • pp.143-168
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    • 2022
  • Using Herzberg's motive hygiene theory, this study also investigated the influence of motivation factors and hygiene factors on acceptance and resistance of mobile facial recognition payment services, and the influence of consumer innovation as a parameter on acceptance and resistance from motivation factors and hygiene factors. A survey was conducted on Chinese users who had experience using mobile payment services. IBM SPSS Statistics 26 and SmartPLS 3.0 were used for statistical analysis. As a result of the analysis, the motivating factors of mobile facial recognition payment services have a positive (+) impact on acceptance, and there were no significant results on resistance. In addition, hygiene factors have been shown to have negative (-) effects on acceptance and positive (+) effects on resistance. Consumer innovation, which is a parameter in relation to motivation factors and acceptance and resistance, had a partial mediation effect, and a partial mediation effect was also seen in the relationship between hygiene factors and resistance, but no mediation effect was found in the relationship between hygiene factors and acceptance. The motivating factors found through research results such as rapidity, ubiquity, perceived usability, perceived ease of use, privacy concerns, security, status quo inertia, use barriers, and loss avoidance, which are factors of non-contact and hygiene, can be used as basic data for activating mobile facial recognition payment services.

Evaluation of Mechanical Performance Considering Prolonged Length of Glass Fiber-Reinforced Composite on Structure Weakness by Thermal Stress at Secondary Barrier in Cryogenic Liquified Gas Storage (극저온 액화가스 화물창 2차방벽 구조 열 응력 취약 부 Prolonged 길이 고려 유리섬유 강화 복합재 기계적 물성 평가)

  • Yeon-Jae Jeong;Hee-Tae Kim;Jeong-Dae Kim;Jeong-Hyun Kim;Seul-Kee Kim;Jae-Myung Lee
    • Composites Research
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    • v.36 no.4
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    • pp.246-252
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    • 2023
  • A secondary barrier made of glass fiber reinforced composites has been installed infinitely using automatic bonding machine(ABM) in membrane type LNG cargo containment system (CCS). At the same time, significant thermal stress due to cryogenic heat shrinkage has occurred in the composite on the non-bonding area between the adhesive fixation at both ends. There have been studies from the perspective of structural safety evaluation taking this into account, but none that have analyzed mechanical property taking an prolonged length into account. In this study, 2-parameter Weibull distribution statistical analysis was used to standardize reliable mechanical property for actual length, taking into account the composite's brittle fracture of ceramic material with wide fracture strength dispersion. Related experimental data were obtained by performing uniaxial tensile tests at specific temperatures below cryogenic condition considering LNG environment. As a result, the mechanical strength increased about 1.5 times compared to -20℃ at -70℃ and initial non-linear behavior of fiber stretched was suppressed. As the temperature decreased until the cryogenic, the mechanical strength continued to increase due to cold brittleness. The suggested mechanical property in this study would be employed to secure reliable analysis support material property when assessing the safety of secondary barrier's structures.

Investigation of STEAM Education Consultants' Perception for STEAM Education Consulting -Focusing on the Requirements and Improvements- (융합교육 컨설팅에 대한 융합교육 컨설턴트의 인식 탐색 -필요 요소와 개선점을 중심으로-)

  • Sun-Kyoung Kim;Hyun-Kyung Kim
    • Journal of Science Education
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    • v.47 no.1
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    • pp.1-10
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    • 2023
  • In this study, we investigated the perception of STEAM (science, technology, engineering, arts, and mathematics) education consultants (SEC) about the requirements to achieve actual results and the improvements for STEAM education consulting. Data were collected from teachers who have had previous SEC experience or have extensive experience in STEAM education. First, an open-ended questionnaire was used to conduct a survey on the requirements and improvements for the STEAM education consulting, and items were composed by analyzing the contents of these free responses, and then statistical analysis was performed by asking them to respond on the Likert scale to how much they agreed to each item. As a result of the analysis, the SEC recognized that "formation of consensus between consultants and teachers", "consultant feedback on reflection of previous consulting results" and "encouragement and support for teachers" are appeared to be the most required for STEAM education consulting to achieve actual results. As the improvements of STEAM education consulting, "sharing cases and opinions among consultants", "selection and sharing of consulting best practices", and "development of various consulting types such as open classes" received the highest agreement. Based on these results, a support plan to increase the effectiveness of STEAM consulting was proposed.

Analysis of Spatial Association of Regional Economic Growth and Land Use Considering Regional Economic Sphere (광역경제권 설정을 고려한 지역경제성장과 토지이용에 관한 공간연관성 분석)

  • Choi, Yeol;Kim, Hyun
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.28 no.5D
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    • pp.713-721
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    • 2008
  • The aim of this study is to analyze the spatial association of regional economic growth and land use considering 5 plus 2 regional economic sphere (Capital region zone, Chungchung zone, Honam zone, Daekyung zone, Dongnam zone and kangwon zone, Jejudo zone) in Korea. The factors of regional economic growth are GRDP and the rate of self-finance and land use, especially industrial and manufactering zone. The data for this research are obtained by National Statistical Office web-site etc. For this, the Seemingly Unrelated Regression(SUR), as a kind of simultaneous equation model, is employed as empirical analysis. Overall results of this study show that the spatial association of the capital region zone and other zones is complementary. but Honam zone and Dongnam zone or Daekyung zone is competitive. We conclude from this study that the policy of regional development will be considered in accordance with the regional economic growth and land use. Also, this study found that Economic growth of regional economic sphere will be achieved from that of cities within zone and the results will be helpful to policy makers and regional planners when establishing regional planning in the future.